{"id":"W4205518643","doi":"10.7759/cureus.21080","title":"Development and Evaluation of a Three-Dimensional-Printed Pediatric Intraosseous Infusion Simulator To Enhance Medical Training","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Moncton Hospital; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Pediatric emergency medicine; Simulation; Medical simulation; Medical education; Medical physics; Emergency department; Computer science; Nursing; Emergency physician","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001770527,0.0005410013,0.0002576844,0.0004952668,0.0001670698,0.0005505647,0.001010742,0.0005622641,0.002014212],"category_scores_gemma":[0.003023097,0.000295546,0.0004690087,0.0001924742,0.0003421215,0.0003902564,0.0007261989,0.0004096108,0.000409012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003393024,"about_ca_system_score_gemma":0.0009241429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005609128,"about_ca_topic_score_gemma":0.0008879132,"domain_scores_codex":[0.9992247,0.0002062257,0.00005846439,0.00005518378,0.0004032578,0.00005218232],"domain_scores_gemma":[0.9985812,0.0005803379,0.0001037089,0.0001539451,0.0003735884,0.0002073558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007398765,0.003638439,0.02349676,0.0009290668,0.0001267137,0.001552698,0.002164179,0.1897864,0.5225586,0.003019924,0.004037667,0.2479498],"study_design_scores_gemma":[0.0004087721,0.01723081,0.03259803,0.0003501579,0.0002673784,0.0034693,0.0008226753,0.4096441,0.4730835,0.0009891761,0.06090504,0.000231181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7843722,0.0002955354,0.2057265,0.000299707,0.0001841336,0.002050538,0.0005447013,0.001118148,0.005408605],"genre_scores_gemma":[0.6852522,0.0005855213,0.3078218,0.0001064137,0.00002267871,0.0007928694,0.0008456503,0.0001984583,0.004374373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002014212,"threshold_uncertainty_score":0.009363532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07838683318235179,"score_gpt":0.4004174422732912,"score_spread":0.3220306090909394,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}